{"id":"W4399985820","doi":"10.2337/dci24-0042","title":"Consensus Guidance for Monitoring Individuals With Islet Autoantibody–Positive Pre-Stage 3 Type 1 Diabetes","year":2024,"lang":"en","type":"review","venue":"Diabetes Care","topic":"Diabetes and associated disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Janssen Pharmaceuticals; KU Leuven; Clinical Trial Center, China Medical University Hospital; Diabetes UK; Australian Diabetes Society; International Society for Pediatric and Adolescent Diabetes; European Association for the Study of Diabetes; Vertex Pharmaceuticals; Tandem Diabetes Care; Novo Nordisk; National Institutes of Health; Dexcom; MannKind Corporation; Pfizer; Insulet Corporation; Medical Research Council; Leona M. and Harry B. Helmsley Charitable Trust; Juvenile Diabetes Research Foundation United States of America; Bayer; National Science Foundation; UK Research and Innovation; AstraZeneca; Eli Lilly and Company; Bigfoot Biomedical; National Institute of Diabetes and Digestive and Kidney Diseases; Sanofi; American Diabetes Association","keywords":"Medicine; Type 1 diabetes; Diabetic ketoacidosis; Psychosocial; Diabetes mellitus; Type 2 diabetes; Disease; Stage (stratigraphy); Ketoacidosis; Family medicine; Intensive care medicine; Gerontology; Internal medicine; Psychiatry; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001952916,0.0007944454,0.001297968,0.0001341654,0.0001511817,0.0001950676,0.0004558147,0.0006542538,0.000007020318],"category_scores_gemma":[0.0001794458,0.0006384387,0.0006052929,0.0003502083,0.0001320568,0.00000559838,0.0002301253,0.000325425,0.00005399343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007823584,"about_ca_system_score_gemma":0.0003744651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002345162,"about_ca_topic_score_gemma":0.00000270366,"domain_scores_codex":[0.9972386,0.0001209504,0.0005037125,0.00101112,0.0002419396,0.0008836567],"domain_scores_gemma":[0.9984636,0.0001275761,0.0003713996,0.0005679044,0.0003316533,0.0001378585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004155417,0.0002418552,0.06220337,0.1132533,0.01295561,0.00002454757,0.000738034,0.00007243887,0.001782609,0.0001049503,0.03862116,0.7699605],"study_design_scores_gemma":[0.0003497359,0.0006191567,0.00009143177,0.01166442,0.002108369,3.849966e-7,0.0002289001,0.000005694024,0.003138306,0.00001001567,0.9808299,0.0009536853],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0206973,0.9702752,0.000001952178,0.00001893906,0.0007467787,0.00140035,0.006331058,0.00008029144,0.000448179],"genre_scores_gemma":[0.004141148,0.9836447,0.0005959213,0.00009279459,0.0008294214,0.0007054303,0.00824216,0.000330391,0.001418097],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9422088,"threshold_uncertainty_score":0.9996067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375388645781241,"score_gpt":0.3008595395483518,"score_spread":0.2871056530905394,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}